{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Implementing Yann LeCun's LeNet-5 in PyTorch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from datetime import datetime \n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "from torchvision import datasets, transforms\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# check device\n",
    "DEVICE = 'cuda' if torch.cuda.is_available() else 'cpu'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# parameters\n",
    "RANDOM_SEED = 42\n",
    "LEARNING_RATE = 0.001\n",
    "BATCH_SIZE = 32\n",
    "N_EPOCHS = 15\n",
    "\n",
    "IMG_SIZE = 32\n",
    "N_CLASSES = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Helper Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_accuracy(model, data_loader, device):\n",
    "    '''\n",
    "    Function for computing the accuracy of the predictions over the entire data_loader\n",
    "    '''\n",
    "    \n",
    "    correct_pred = 0 \n",
    "    n = 0\n",
    "    \n",
    "    with torch.no_grad():\n",
    "        model.eval()\n",
    "        for X, y_true in data_loader:\n",
    "\n",
    "            X = X.to(device)\n",
    "            y_true = y_true.to(device)\n",
    "\n",
    "            _, y_prob = model(X)\n",
    "            _, predicted_labels = torch.max(y_prob, 1)\n",
    "\n",
    "            n += y_true.size(0)\n",
    "            correct_pred += (predicted_labels == y_true).sum()\n",
    "\n",
    "    return correct_pred.float() / n\n",
    "\n",
    "def plot_losses(train_losses, valid_losses):\n",
    "    '''\n",
    "    Function for plotting training and validation losses\n",
    "    '''\n",
    "    \n",
    "    # temporarily change the style of the plots to seaborn \n",
    "    plt.style.use('seaborn')\n",
    "\n",
    "    train_losses = np.array(train_losses) \n",
    "    valid_losses = np.array(valid_losses)\n",
    "\n",
    "    fig, ax = plt.subplots(figsize = (8, 4.5))\n",
    "\n",
    "    ax.plot(train_losses, color='blue', label='Training loss') \n",
    "    ax.plot(valid_losses, color='red', label='Validation loss')\n",
    "    ax.set(title=\"Loss over epochs\", \n",
    "            xlabel='Epoch',\n",
    "            ylabel='Loss') \n",
    "    ax.legend()\n",
    "    fig.show()\n",
    "    \n",
    "    # change the plot style to default\n",
    "    plt.style.use('default')\n",
    "    \n",
    "def train(train_loader, model, criterion, optimizer, device):\n",
    "    '''\n",
    "    Function for the training step of the training loop\n",
    "    '''\n",
    "\n",
    "    model.train()\n",
    "    running_loss = 0\n",
    "    \n",
    "    for X, y_true in train_loader:\n",
    "\n",
    "        optimizer.zero_grad()\n",
    "        \n",
    "        X = X.to(device)\n",
    "        y_true = y_true.to(device)\n",
    "    \n",
    "        # Forward pass\n",
    "        y_hat, _ = model(X) \n",
    "        loss = criterion(y_hat, y_true) \n",
    "        running_loss += loss.item() * X.size(0)\n",
    "\n",
    "        # Backward pass\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "    epoch_loss = running_loss / len(train_loader.dataset)\n",
    "    return model, optimizer, epoch_loss\n",
    "\n",
    "def validate(valid_loader, model, criterion, device):\n",
    "    '''\n",
    "    Function for the validation step of the training loop\n",
    "    '''\n",
    "   \n",
    "    model.eval()\n",
    "    running_loss = 0\n",
    "    \n",
    "    for X, y_true in valid_loader:\n",
    "    \n",
    "        X = X.to(device)\n",
    "        y_true = y_true.to(device)\n",
    "\n",
    "        # Forward pass and record loss\n",
    "        y_hat, _ = model(X) \n",
    "        loss = criterion(y_hat, y_true) \n",
    "        running_loss += loss.item() * X.size(0)\n",
    "\n",
    "    epoch_loss = running_loss / len(valid_loader.dataset)\n",
    "        \n",
    "    return model, epoch_loss\n",
    "\n",
    "def training_loop(model, criterion, optimizer, train_loader, valid_loader, epochs, device, print_every=1):\n",
    "    '''\n",
    "    Function defining the entire training loop\n",
    "    '''\n",
    "    \n",
    "    # set objects for storing metrics\n",
    "    best_loss = 1e10\n",
    "    train_losses = []\n",
    "    valid_losses = []\n",
    " \n",
    "    # Train model\n",
    "    for epoch in range(0, epochs):\n",
    "\n",
    "        # training\n",
    "        model, optimizer, train_loss = train(train_loader, model, criterion, optimizer, device)\n",
    "        train_losses.append(train_loss)\n",
    "\n",
    "        # validation\n",
    "        with torch.no_grad():\n",
    "            model, valid_loss = validate(valid_loader, model, criterion, device)\n",
    "            valid_losses.append(valid_loss)\n",
    "\n",
    "        if epoch % print_every == (print_every - 1):\n",
    "            \n",
    "            train_acc = get_accuracy(model, train_loader, device=device)\n",
    "            valid_acc = get_accuracy(model, valid_loader, device=device)\n",
    "                \n",
    "            print(f'{datetime.now().time().replace(microsecond=0)} --- '\n",
    "                  f'Epoch: {epoch}\\t'\n",
    "                  f'Train loss: {train_loss:.4f}\\t'\n",
    "                  f'Valid loss: {valid_loss:.4f}\\t'\n",
    "                  f'Train accuracy: {100 * train_acc:.2f}\\t'\n",
    "                  f'Valid accuracy: {100 * valid_acc:.2f}')\n",
    "\n",
    "    plot_losses(train_losses, valid_losses)\n",
    "    \n",
    "    return model, optimizer, (train_losses, valid_losses)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to mnist_data/MNIST/raw/train-images-idx3-ubyte.gz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 96%|█████████▌| 9519104/9912422 [00:13<00:00, 2141513.85it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting mnist_data/MNIST/raw/train-images-idx3-ubyte.gz to mnist_data/MNIST/raw\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "0it [00:00, ?it/s]\u001b[A\n",
      "  0%|          | 0/28881 [00:00<?, ?it/s]\u001b[A"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to mnist_data/MNIST/raw/train-labels-idx1-ubyte.gz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "32768it [00:00, 119211.41it/s]           \n",
      "\n",
      "0it [00:00, ?it/s]\u001b[A"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting mnist_data/MNIST/raw/train-labels-idx1-ubyte.gz to mnist_data/MNIST/raw\n",
      "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to mnist_data/MNIST/raw/t10k-images-idx3-ubyte.gz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
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      " 21%|██        | 344064/1648877 [00:00<00:04, 262912.25it/s]\u001b[A\n",
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      "1654784it [00:01, 1312465.34it/s]                            \u001b[A\n",
      "\n",
      "0it [00:00, ?it/s]\u001b[A"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting mnist_data/MNIST/raw/t10k-images-idx3-ubyte.gz to mnist_data/MNIST/raw\n",
      "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to mnist_data/MNIST/raw/t10k-labels-idx1-ubyte.gz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "8192it [00:00, 44522.43it/s]            \u001b[A\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting mnist_data/MNIST/raw/t10k-labels-idx1-ubyte.gz to mnist_data/MNIST/raw\n",
      "Processing...\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "# define transforms\n",
    "# transforms.ToTensor() automatically scales the images to [0,1] range\n",
    "transforms = transforms.Compose([transforms.Resize((32, 32)),\n",
    "                                 transforms.ToTensor()])\n",
    "\n",
    "# download and create datasets\n",
    "train_dataset = datasets.MNIST(root='mnist_data', \n",
    "                               train=True, \n",
    "                               transform=transforms,\n",
    "                               download=True)\n",
    "\n",
    "valid_dataset = datasets.MNIST(root='mnist_data', \n",
    "                               train=False, \n",
    "                               transform=transforms)\n",
    "\n",
    "# define the data loaders\n",
    "train_loader = DataLoader(dataset=train_dataset, \n",
    "                          batch_size=BATCH_SIZE, \n",
    "                          shuffle=True)\n",
    "\n",
    "valid_loader = DataLoader(dataset=valid_dataset, \n",
    "                          batch_size=BATCH_SIZE, \n",
    "                          shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Plotting the images**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "ROW_IMG = 10\n",
    "N_ROWS = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 50 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 256,
       "width": 349
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "for index in range(1, ROW_IMG * N_ROWS + 1):\n",
    "    plt.subplot(N_ROWS, ROW_IMG, index)\n",
    "    plt.axis('off')\n",
    "    plt.imshow(train_dataset.data[index])\n",
    "fig.suptitle('MNIST Dataset - preview');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 50 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 256,
       "width": 349
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "for index in range(1, ROW_IMG * N_ROWS + 1):\n",
    "    plt.subplot(N_ROWS, ROW_IMG, index)\n",
    "    plt.axis('off')\n",
    "    plt.imshow(train_dataset.data[index], cmap='gray_r')\n",
    "fig.suptitle('MNIST Dataset - preview');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Implementing LeNet-5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "class LeNet5(nn.Module):\n",
    "\n",
    "    def __init__(self, n_classes):\n",
    "        super(LeNet5, self).__init__()\n",
    "        \n",
    "        self.feature_extractor = nn.Sequential(            \n",
    "            nn.Conv2d(in_channels=1, out_channels=6, kernel_size=5, stride=1),\n",
    "            nn.Tanh(),\n",
    "            nn.AvgPool2d(kernel_size=2),\n",
    "            nn.Conv2d(in_channels=6, out_channels=16, kernel_size=5, stride=1),\n",
    "            nn.Tanh(),\n",
    "            nn.AvgPool2d(kernel_size=2),\n",
    "            nn.Conv2d(in_channels=16, out_channels=120, kernel_size=5, stride=1),\n",
    "            nn.Tanh()\n",
    "        )\n",
    "\n",
    "        self.classifier = nn.Sequential(\n",
    "            nn.Linear(in_features=120, out_features=84),\n",
    "            nn.Tanh(),\n",
    "            nn.Linear(in_features=84, out_features=n_classes),\n",
    "        )\n",
    "\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.feature_extractor(x)\n",
    "        x = torch.flatten(x, 1)\n",
    "        logits = self.classifier(x)\n",
    "        probs = F.softmax(logits, dim=1)\n",
    "        return logits, probs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.manual_seed(RANDOM_SEED)\n",
    "\n",
    "model = LeNet5(N_CLASSES).to(DEVICE)\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=LEARNING_RATE)\n",
    "criterion = nn.CrossEntropyLoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "9920512it [00:30, 2141513.85it/s]                             "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "01:27:38 --- Epoch: 0\tTrain loss: 0.2300\tValid loss: 0.0898\tTrain accuracy: 97.33\tValid accuracy: 97.27\n",
      "01:28:25 --- Epoch: 1\tTrain loss: 0.0789\tValid loss: 0.0808\tTrain accuracy: 97.85\tValid accuracy: 97.59\n",
      "01:29:12 --- Epoch: 2\tTrain loss: 0.0555\tValid loss: 0.0553\tTrain accuracy: 98.60\tValid accuracy: 98.28\n",
      "01:29:59 --- Epoch: 3\tTrain loss: 0.0444\tValid loss: 0.0491\tTrain accuracy: 98.93\tValid accuracy: 98.47\n",
      "01:30:46 --- Epoch: 4\tTrain loss: 0.0348\tValid loss: 0.0464\tTrain accuracy: 99.22\tValid accuracy: 98.54\n",
      "01:31:33 --- Epoch: 5\tTrain loss: 0.0298\tValid loss: 0.0452\tTrain accuracy: 99.24\tValid accuracy: 98.59\n",
      "01:32:19 --- Epoch: 6\tTrain loss: 0.0257\tValid loss: 0.0425\tTrain accuracy: 99.45\tValid accuracy: 98.67\n",
      "01:33:05 --- Epoch: 7\tTrain loss: 0.0229\tValid loss: 0.0639\tTrain accuracy: 99.09\tValid accuracy: 98.12\n",
      "01:33:52 --- Epoch: 8\tTrain loss: 0.0185\tValid loss: 0.0430\tTrain accuracy: 99.58\tValid accuracy: 98.62\n",
      "01:34:38 --- Epoch: 9\tTrain loss: 0.0169\tValid loss: 0.0407\tTrain accuracy: 99.60\tValid accuracy: 98.78\n",
      "01:35:25 --- Epoch: 10\tTrain loss: 0.0164\tValid loss: 0.0447\tTrain accuracy: 99.66\tValid accuracy: 98.76\n",
      "01:36:11 --- Epoch: 11\tTrain loss: 0.0138\tValid loss: 0.0435\tTrain accuracy: 99.64\tValid accuracy: 98.77\n",
      "01:36:58 --- Epoch: 12\tTrain loss: 0.0123\tValid loss: 0.0525\tTrain accuracy: 99.47\tValid accuracy: 98.61\n",
      "01:37:45 --- Epoch: 13\tTrain loss: 0.0119\tValid loss: 0.0450\tTrain accuracy: 99.66\tValid accuracy: 98.71\n",
      "01:38:32 --- Epoch: 14\tTrain loss: 0.0121\tValid loss: 0.0442\tTrain accuracy: 99.77\tValid accuracy: 98.72\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/eryklewinson/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:43: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 305,
       "width": 504
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, optimizer, _ = training_loop(model, criterion, optimizer, train_loader, valid_loader, N_EPOCHS, DEVICE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Evaluating the predictions**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PmoiICImLi5Pu3bvLrVu35MyZMzJx4kSZOHGiFChQQBo0aCDNmzeXDh06ONUxBQDwDnQaAEAOcceQ97Qh1K7w9fWVCRMmSMeOHUVE5P3335fhw4c7Pec4u+1OW8MhO9asWSNz5851WGbUqFFZ7jQQ+WsIf1qnwYEDB7Jcj4jIkiVL5LvvvnNYxl2dBgULFnSqXKFChXSc2doWBQoUyLQ+d7+eExMTbR5z5Xllt9PA/H24extHd0j/uzFz6YgrOXdm1JMzOnXqJJUqVZLXX39dli1bpjuCkpKS5LvvvpPvvvtOJkyYIHXr1pWpU6dKs2bN3HJeAIDnsKYBAOQQ8wN8eHi4qL92sHHpZ86cOVk69xNPPKH/s3ft2jWZPHlyltq9dOnSLLU7LyhevLiOL1y4kIstcc3169edKmfOLw8NDc32ec3XxbBhw7L0ujCnAqT/sp6V55VV5u8j/Rd0b5D+d+Psc3Z3zp1VvXp1+fLLL+XcuXOycuVKGT16tDRu3NhmpMKPP/4oDz74oCxatCjH2gUAyBo6DQAgh5irsV++fDnTIeLu9vrrr+v4o48+kjNnzjh1nNnuzIbce8qcOXMy/QJqDsXOCvMLlrP/ybVnw4YNOdaRcurUKZfLRUZGZvu87n5dhIWFSWBgoL7tzPO6cuWKW0Y8mM/l+PHj2a7P3cLCwmy+cDub85MnT+rYHTl3VeHCheXhhx+WKVOmyJYtW+T8+fMyZ84cfa2mpqbKs88+K0lJSTneNgCA8+g0AIAcUrx4cZt52v/73/9y9PwxMTHSpEkTERG5ceOGTJw40anjzAXpVq9e7Za2uGsotDuZ21maow68XWar4ov8tZDe9u3b9e06depk+7zm6+K7776TmzdvZqs+Hx8fqVGjhr6d2RoWIiI7duxwSweMuZikuYNDVnjite3j4yO1atXSt7ds2ZLpMbdv35YdO3bo2+7IeXYVLlxYevfuLevWrZOgoCAR+WutBWdewwCA3EOnAQDkoIcffljH06dPz/Gh+2ZHwSeffOLUf1UfeeQRHa9du1b27duX7XYEBwfr2GpBtZyWnJwsCxYs0LebN2+ei61xzfLlyzP9b/uaNWv0yJKAgACnVt/PzAMPPKB3PkhMTJTZs2dnu84HH3xQx/Pnz8+0fGbrXDirdevW4u//1zJPR44cyVbnmKde2+Y2pnPnzs30vWP58uV6mk1wcLA0btzYbW3JrrJly0rVqlX1bXMhSgCA96HTAABy0MiRI8XPz09E/trn/rXXXnP62N9//z3b52/evLm0atVKRP76QjNhwoRMj2nQoIGee66Ukh49esiVK1ecOt+tW7csd08IDw8XX9+//gT9+eefHuk4cGVu+ujRo+WXX37Rt9O2qMwLrl69KmPGjLH7eFJSks1OEI899pjTi2A6EhQUJMOGDdO3X375ZZc6lKy+KPbr10/H27Zts+nISW/Lli3y2WefOX0+R0qUKCFdunTRtwcNGpTlL7Keem0PGDBA17tr1y6ZNWuW3bIJCQkyevRofbtbt25O7Y6QXZnt0JDm9u3bNrvJuOP1CADwHDoNACAHlStXTsaNG6dvv/baa9KnTx85ffq0ZfmUlBRZs2aN9OrVy23DiydNmqRjZ4aAi4jMmDFDL8a2d+9eadCggaxZs8Zu+aNHj8qkSZOkbNmy8v3332d4PCgoSCpWrCgif32BWLJkiStPwSnPP/+8dO7cWVavXm1314mTJ09Kt27dZPr06fq+jh07uuU/8TklMDBQZs6cKaNGjcowReC3336TRx99VPbu3avLutJRlZmRI0fq/xhfvXpVmjRpIrNnz7bZOtF04cIF+fjjj6Vu3bry9ttvZ3i8cuXK0rNnT3376aeftuw4WLt2rTz22GOSmppqM9c/OyZPnix33XWXiPz1umjcuLHdEQeXL1+WWbNm2XwxT+Op13a5cuVk0KBB+vbQoUPln//8p6SmptqUO3bsmLRp00aOHTsmIn9NCXjllVfc0obMvPDCC9K0aVOZO3eu3a1Wz507J/369dOdBoULF85T1xsA3InYchEAsmDmzJmydOlSp8tPmDBBOnToICIisbGxcuLECT20eu7cuTJ//nypXbu2VK5cWUJCQuTKlSty8uRJ2bNnj/6PedoXmuxq2LChPPLII7Jy5Uqnj6lWrZp8/vnn0qVLF7l+/bocOnRIWrduLaVLl5b69etLZGSk3Lp1S86dOyd79uyx2wlievLJJ3UHRo8ePWTu3LlSvnx5my+B77zzjutP8P9LSUmRxYsXy+LFiyUkJERq1KghZcqUkdDQULl+/bocPHhQdu3aZbMlZO3atbO8Q0VumTRpkowdO1beffddiYuLk5YtW0qRIkXk1KlTsmHDBpuOhLffflvuu+8+t507JCREli9fLg899JAcP35crly5IgMHDpQXXnhBGjduLCVLlhQfHx+5ePGiHDhwQA4dOqS/5JpTEUzTpk2TrVu3ytGjR+XGjRvSo0cPee2116RRo0bi5+cne/bs0etPDBs2TJYsWWKz4F9WlS5dWhYuXCiPP/64JCYmyvHjx6Vdu3YSHR0tDRo0kIiICElMTJTDhw/L7t27JTk5WR577DHLujz12n7nnXfkhx9+kJ07d8rt27dl6NCh8uabb0qTJk0kJCREjh07Jhs3btSvaX9/f/nkk0+kbNmyWfiNuE4pJZs3b5bNmzeLn5+fVKpUSe677z4pUqSIJCUlyenTp2XLli02nUrvvPOOU1t8AgBykQIAOKV58+ZKRLL0ExcXl6G+GTNmqCJFijh1vI+Pj+rQoYNlu+Li4nS5hg0bOvVc4uPjlY+PT4bzZGb37t2qbt26Tj/vMmXKqPj4eMu6EhIS1H333efw+Ozo3bu30+308/NTzzzzjLp27Vq2zplTzNfi+vXr1bJly1RYWJjd5xcYGKimT5/usM7Y2FhdPjY21qX2XLhwQXXu3NnyNWX1Ex4erubMmWO3vlOnTqnatWs7rKNv377q5s2bKjo6Wt93/Phxp35fjuzevVvVrFnTqefRvXt3yzpcfW0fP35c3x8dHe2wfVevXlVPPfVUpm0rXry4+vrrrx3W5WrO169fr8s3b948w+NDhw51+poLDQ1Vs2bNyvScAIDcx0gDAMglQ4cOld69e8u8efPk22+/lT179si5c+fkxo0bEhoaKqVKlZKqVatKixYtpH379lK6dGm3nbtWrVrSqVMnl/dIr1mzpvzwww/yv//9T5YuXSrff/+9nD17Vi5fvixBQUFy9913S8WKFaVRo0bStm1bady4sd3V5AsXLiw7duyQjz76SFasWCEHDhyQy5cvu20O+PTp06VLly6yZcsW2bFjh5w+fVouXLggFy9elMDAQImIiJCqVatKkyZNpFevXm79/ea0Dh06yN69e2XmzJmycuVK+fXXX+XmzZtSqlQpadu2rQwdOlQqVarksfNHRETIl19+Kfv375fPP/9cNmzYIMePH5cLFy6Ir6+vhIeHS/ny5aVOnTry0EMPSevWrW0WDEyvdOnSsmPHDomLi5MFCxbI/v37JTExUYoXLy5169aV/v37S0xMjEeeS82aNSU+Pl6WLl0qS5cula1bt8off/wh165dk8KFC8u9994rDRo0kEcffVTatm1rWYcnX9shISGycOFCGTZsmMybN082bNggZ8+elaSkJImMjJRq1arJI488Iv369cv21qGumjFjhjz77LOyZs0a2bZtm/z0009y6tQpuXr1qvj7+8tdd90lVatWlTZt2kjPnj2laNGiOdo+AEDW+CiVw0t3AwCAbGnRooV89913IvLXFoFpC1UCAAC4GwshAgAAAAAAS3QaAAAAAAAAS3QaAAAAAAAAS3QaAAAAAAAAS3QaAAAAAAAAS3QaAAAAAAAAS2y5CAAAAAAALDHSAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWMoznQaLFy8WHx8f2b59e243JcfExcWJn5+f7Nu3L7ebYomceB9y4n3IifchJ96FfHgfcuJ9yIn3ISfeh5x4kPKA06dPq2nTpqnWrVur0qVLq4CAAFWsWDHVsWNHtW3bNpfru3Xrlipfvrxq3759hsfmzZunBg4cqOrWrasCAwOViKi4uDiH9SUkJKjhw4erqKgoFRgYqKKiotTw4cNVQkKC3WMWLFig6tevrwoWLKjCw8NVTEyM2rlzp2XZZcuWqZo1a6pChQqpmjVrqhUrVliWW7t2rRIRtWzZMsvHk5OTVbly5VSbNm0cPh9nZeV3ZQ85cU9OlFJqx44dKiYmRoWHh6uCBQuq+vXrqwULFrhcDzlxX05MU6ZMUSKiRERt3brVpWPJCe9dVvJDTkxcIxnldD5SUlLUjBkzVO3atVWBAgVUaGioatasmd3zO0JO3JOT6OhofV2k/xk0aJBLdZETrhMr+SEnSvE52BtzYsUjnQYvvviiEhFVrlw51a9fPzVmzBj15JNPKj8/P+Xr66sWLlzoUn2zZs1SIqLWr1+f4bG0N+XIyEgdO3oRJCYmqlq1aikRUa1bt1YvvviiateunRIRVatWLZWYmJjhmEmTJikRUVFRUWrEiBFq4MCBqnDhwiowMDBDm3bs2KF8fHxU9erV1ciRI1W1atWUr6+v+vHHH23KJSUlqQoVKqhOnTo5fO4zZsxQIqI2bdrksJwzXP1dOUJO3JOT9evXq8DAQBUSEqKefvppNXLkSFW2bFklImrSpEku1UVO3JMT088//6yCgoJUoUKFsvSFiJzw3pVefslJGq6R3M9HamqqevLJJ/XnrqFDh6oBAwaookWLKhFRM2bMcKk+cuK+962wsDAVGxub4cfelwN7yAnXSXr5ISdK8TnYG3Nij0c6Db766iu1cePGDPdv3LhRBQQEqIiICHXjxg2n66tTp46KiopSqampGR779ttv1YkTJ5RSSk2ePDnTF8H48eOViKjRo0db3j9+/Hib+w8fPqz8/f1VxYoV1eXLl/X9+/fvVwULFlTlypVTycnJ+v6BAweq8PBw3QuVkJCgwsPDM/Qqv/TSSyo8PFz99ttvDp/7uXPnlL+/v+revbvDcs5w9XflCDnJfk7SegaDgoLUrl279P1XrlxRVatWVf7+/urw4cNO10dO3HOdpLl9+7aqX7++atCggerRo0eWvhCRE967TPkpJ0pxjXhLPhYtWqRERD3wwAPq+vXrNvVHR0eroKAgdfz4cafrIyfuuUaio6NVdHR0tutRipxwneTPnPA52Pty4ohHOg0cadOmjRIRu0M10tu7d68SETV8+PBMy2b2IkhNTVUlSpRQISEhGXqIkpKSVJEiRVTJkiVtXmwvvfSSEhE1d+7cDPUNHjxYiYhavXq1vi8mJkY1bNjQplyDBg1UTEyMvr1v3z4VEBCgZs2alelzUkqp1q1bq6CgIHX16lWnyjsjOx+8yYl7crJ69WolIqpv374ZHvviiy+UiKiXXnrJqbrIifuvk0mTJqnAwEC1f/9+1bt3b5e/EJET3rvye064RrwjH26wfy4AACAASURBVN27d1ciov773/9meGz69OmWH3DtISfuu0bc1WlATrhO8mtO+BzsfTlxJMcXQgwICBAREX9/f6fKr127VkREGjVqlO1zHzlyRM6ePSsPPPCAFCpUyOax4OBgadasmZw5c0aOHj2q79+wYYOIiLRp0yZDfW3bthURke+++07fV7p0aTly5Ihcv35dRESuXbsmR48elaioKBERSU1NlQEDBkjjxo3l6aefdqrdjRs3lps3b8r333/v/JP1IHLinpw4eh5p95nPwxFy4t7rZP/+/fLaa6/JuHHjpGrVqlmqg5zw3pWfc8I14j35+OOPP0REpGzZshkeS7tv3bp1TtVFTtz7vnXz5k2ZO3euvPHGG/LRRx/Jnj17XK6DnHCd5Nec8DnY+3LiSI52Gpw6dUrWrFkj99xzj1SvXt2pY7Zs2SIiInXq1Mn2+Y8cOSIiIhUqVLB8PO3+tHJpcUhIiNxzzz1Ole/fv79cunRJmjRpIi+88II0adJELl++rBP+4YcfSnx8vMyaNUt8fHycanfdunVF5O/fRW4jJ+7JiaPnXqRIEYmMjLR5Ho6QE/ddJ7dv35Y+ffpIlSpVZMyYMVmuh5zw3mWWS4vzQ064RrwrH3fffbeIiBw/fjzDY2n3HT582Km6yIl737d+//136dOnj4wdO1aeffZZqVWrlsTExMj58+edroOccJ2Y5dLi/JATPgd7X04cybFOg+TkZOnZs6fcvHlT3nrrLfHz83PquNOnT4uISLFixbLdhoSEBBERCQsLs3y8cOHCNuXSYlfKN2jQQL766itJSUmRDz/8UFJTU2XJkiVSr149OXPmjIwdO1bGjRsnlSpVkqlTp0rJkiXF399fGjZsKLt27bI8T9pzT/td5DZy4p6cOPPczefhCDlx33XyxhtvyJ49e+TTTz/VI6Oygpzw3mWWS4vzQ064RrwrHzExMSIi8uabb8qNGzf0/RcuXJDp06eLiMjly5edqoucuO99q1+/frJhwwY5d+6cXLlyRbZt2yYxMTHyzTffSIcOHUQp5VQ95ITrxCyXFueHnPA52Pty4kiOdBqkpqZKv379ZOPGjTJgwADp2bOn08deuHBB/Pz8JDQ01IMtdK8nnnhC9uzZI9euXZM9e/ZIhw4dRERk6NChUrp0aXnxxRflyy+/lJEjR8qAAQNk1apVUqBAAWnfvr1cu3YtQ30REREiIi71THsSOSEn7uCNOdmzZ49MnDhRRo0ale3eanLCdeIO3pYTrhHvyoeISLdu3eTBBx+UTZs2SfXq1eW5556TwYMHS9WqVfWHVWf/UUNO3Pe+NX78eGnevLlERkZKaGioNGzYUFauXClNmjSRrVu3ytdff+1UPeSE68QdvDEn7kROPJ8T5xYWyAallAwYMEDmz58vPXr0kJkzZ7p0fIECBSQlJUWSk5Oz9R8Nkb97jOz1Wl25csWmXFrsSnl7lixZIsuXL5fNmzdLQECATJs2TVq1aiWvvvqqiIhUqlRJypQpIwsWLJCBAwfaHJuUlCQiIgULFsz0PDmBnLgnJ848d2eehwg5EXFPTnr37i3lypXT58sOcsJ7l1kuLc7rOeEaySi3rxF/f39ZtWqVvPnmm/LZZ5/JrFmzJCwsTJ544gkZNWqUVKxYUQ/Nzgw58ez7lq+vr/Tt21c2b94s33//vTz88MOZHkNOuE7McmlxfsgJn4Mzyu2cOOLRkQapqanSv39/+fTTT6Vbt24yZ84c8fV17ZRpF/DFixez3R6rOSUmqzksFSpUkMTERPn999+dKm/lypUr8txzz8kzzzwjjRs3FhGRgwcP2vyXJioqSiIjI+XgwYMZjk977s6+mXkaOXFPThw990uXLsn58+czfR5pyIl7crJnzx45ePCgBAcHi4+Pj/6ZO3euiPy1yIyPj48sXbo007rICe9dZrm0OK/nhGvEVm7nI01QUJDExsbKoUOH5ObNm/Lnn3/Kv/71Lzlz5oyIiNSrV8+pesiJ59+3IiMjRUT0AmiZISdcJ2a5tDg/5ITPwba8ISeOeKzTIDU1VZ5++mmJi4uTLl26yLx585we9mNKWzDR2YUwHKlQoYKUKFFCvv/++wzDOm7cuCEbN26UEiVKSPny5fX9zZs3FxGR//3vfxnqW716tU0Ze8aMGSM+Pj4yefJkm/tv3ryZoQ1Wi10cOnRIRMTpxSM9jZy4JyeOnkfafZk9jzTkxD056d+/v+VP2ht9hw4dpH///lKmTJlM6yInvHflx5xwjdjK7XxkZsGCBSIi0rVrV6fKkxPP52T79u0iIk5dI2Y7yAnXSZr8khM+B9vyhpw45Il9HFNSUlSfPn2UiKjOnTur5OTkLNe1dOlSJSLq3XffzbSsM/t3jx8/XomIGj16tOX96fdoPXTokPL391cVK1ZUly9f1vfv379fFSxYUJUrV87h89uyZYvy9fVVS5cutbm/cePGqmLFivrYDRs2KBFRs2fPzlBH3759lYioQ4cO2T2Pq7Kz1zk5cU9OkpOT1b333quCgoJUfHy8vv/KlSuqatWqyt/f3+n6yYlnrpM0WdmDnpzw3nWn5EQprhFTbuQjISEhw32LFi1Svr6+qn79+ur27dtO1UNO3JOTn376SV26dCnD/Zs2bVLBwcEqKChInTx50qm6yAnXSX7NCZ+D/+YtOXHEI50GsbGxSkRUSEiIGjt2rIqNjc3wY744HLl69aoKDQ1VMTExlo/Pnj1b9e7dW/Xu3VvVqVNHiYh64IEH9H1LliyxKZ+YmKhq1aqlRES1bt1ajRkzRsXExCgRUbVq1VKJiYkZzjFx4kQlIioqKkqNGDFCDRo0SBUuXFgFBASodevW2W37rVu3VLVq1VSnTp0yPLZo0SIlIqpRo0bq+eefV5GRkap48eLq2rVrNuVSU1NVVFSUqlKlijO/Lodc/V3ZQ07cl5N169apgIAAFRISogYMGKBGjhypypYtq0RETZw40el6yIn7cmIlK1+IyAnvXfk5J+lxjfwtN/JRuXJl1bp1a/V///d/avTo0apFixZKRNS9996rTpw44XQ95MQ9OYmNjVUFChRQjzzyiBo6dKgaOXKkatu2rfLx8VF+fn6WH/jtISdcJ/k5J3wO9r6c2OORToO0Dw+Oflz5L9GgQYOUv7+/+uOPP1w+V2xsbIZjLl++rIYPH65Kly6tAgICVOnSpdXw4cNteobSmz9/vqpXr54qUKCACgsLU+3atVM7duxw2O6JEyeqsLAwdfbsWcvHp02bpkqVKqUCAwPV/fffb9mRktajNH36dIfnckZWflf2kBP35EQppbZv367atWunwsLCVIECBVS9evXU/PnzXa6HnLgvJ+ll5QuRUuSE9y5r+SEn6XGN2MrpfMTGxqrq1aur0NBQFRwcrKpUqaLGjRtn+Z/VzJCT7Odkw4YN6qmnnlLly5dXoaGhKiAgQJUqVUp17dpVbd++3eX6yAnXiZX8kBOl+BzsjTmx4pFOA3f7+eeflZ+fn3rzzTdzuyk5rmfPnqpIkSKWw9xyEzkhJ96EnHgfcuJ9vDEn5MO78qEUOSEn3oWceB9y4n1yIid5otNAKaUGDBig7r77bsvhIPnVkSNHlJ+fn5o6dWpuN8USOfE+5MT7kBPvQ068C/nwPuTE+5AT70NOvA858Ry/V92x2XIOaNCggfj4+EjJkiWlaNGiud2cHLF3714pW7asDB8+PEs7T3gaOSEn3oCceB9y4n28OSfkw7vyIUJOyIl3ICfeh5x4n5zKiY9SSnmsdgAAAAAAkGf55nYDAAAAAACAd6LTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAAAWKLTAAAAAAA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      "text/plain": [
       "<Figure size 640x480 with 50 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 426,
       "width": 518
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ROW_IMG = 10\n",
    "N_ROWS = 5\n",
    "\n",
    "fig = plt.figure()\n",
    "for index in range(1, ROW_IMG * N_ROWS + 1):\n",
    "    plt.subplot(N_ROWS, ROW_IMG, index)\n",
    "    plt.axis('off')\n",
    "    plt.imshow(valid_dataset.data[index], cmap='gray_r')\n",
    "    \n",
    "    with torch.no_grad():\n",
    "        model.eval()\n",
    "        _, probs = model(valid_dataset[index][0].unsqueeze(0))\n",
    "        \n",
    "    title = f'{torch.argmax(probs)} ({torch.max(probs * 100):.0f}%)'\n",
    "    \n",
    "    plt.title(title, fontsize=7)\n",
    "fig.suptitle('LeNet-5 - predictions');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove the downloaded dataset\n",
    "!rm -r mnist_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
